Creating a Process-based Cost Model Randolph Kirchain & Frank R. Field III Materials Systems Laboratory Massachusetts Institute of Technology Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 1 Session Outline • What is a process-based cost model? • Examples of Technical Decisions • Key steps to realizing a model Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 2 Please read the supplemental document Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 3 What is an engineering model? What is the purpose of creating such models? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 4 Process-based Cost Modeling (PBCM) • Objective – Map From Process Description To Operation Cost • Purpose – Inform Decisions Concerning Technology Alternatives BEFORE Operations Are In Place Product Description Part Geometry Material Properties Economic Characteristics PBCM Production Cost Operating Conditions Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 5 What is a PBCM? • Implementation: – Process Model – Operations Model – Financial Model • General: – Incorporates Technical Information About Process • Builds Cost Up From Technical Detail – Must Be Able To Address Implications Of Change In • Product Design or • Process Operation – Incl. Production Volume • Remember: – The Purpose Of A PBCM Is To Inform Technical Decisions Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 6 Uses of Cost Models in Technical Decision-making • Comparing options – Materials – Processes – Designs – Exogenous conditions • Identifying cost drivers • Considering hypothetical developments • Characterizing strategic strengths • Quantifying necessary performance improvements Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 7 Case One: Considering Alternative Structural Materials • Steel Baseline – Honda Odyssey minivan – Complete Body in White : 148 pieces – BIW Weight : approx. 370 kg • RTM Glass Composite Intensive Vehicle (CIV) – Complete Body in White : 8 pieces, plus steel inserts – BIW Weight : approx. 240 kg – Baseline design uses glass reinforced composites produced by RTM • Hypothetical Designs – Carbon fiber or SMC Massachusetts Institute of Technology Department of Materials Science & Engineering From: Kang, P. J. (1996). A Technical and Economic Analysis of Structural Composite Use in Automotive Body-In-White Applications. MS Thesis. Cambridge, Massachusetts Institute of Technology: 170. 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 8 Comparison of Body Weights (incl. CIV inserts) Steel SMC RTM Glass Carbon Fiber 0 Bodyside 100 Floorpan Massachusetts Institute of Technology Department of Materials Science & Engineering 200 Cross Member 300 Front End 400 Roof 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 9 Uses of Cost Models in Technical Decision-making • Comparing options – Materials – Processes – Designs – Exogenous conditions • Identifying cost drivers • Considering hypothetical developments • Characterizing strategic strengths • Quantifying necessary performance improvements Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 10 Comparing Manufactured Costs: Process-based models provide insight into novel options Total Parts Production & Assembly Cost Unit Cost per Body $2,500 Steel RTM Glass SMC $2,000 $1,500 $1,000 10 20 30 40 50 60 70 Annual Production Volume (000s) Massachusetts Institute of Technology Department of Materials Science & Engineering 80 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 11 Uses of Cost Models in Technical Decision-making • Comparing options – Materials – Processes – Designs – Exogenous conditions • Identifying cost drivers • Considering hypothetical developments • Characterizing strategic strengths • Quantifying necessary performance improvements Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 12 BIW Cost Breakdown at 35,000 parts/year $2,000 $1,800 $1,600 Other Fixed Tooling Equipment Energy Labor Materials $1,400 $1,200 $1,000 $800 $600 $400 $200 $0 Steel Massachusetts Institute of Technology Department of Materials Science & Engineering RTM SMC 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 13 Uses of Cost Models in Technical Decision-making • Comparing options – Materials – Processes – Designs – Exogenous conditions • Identifying cost drivers • Considering hypothetical developments • Characterizing strategic strengths • Quantifying necessary performance improvements Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 14 Comparing Cost Performance in Individual Subsystems $800 Steel: 57 parts RTM: 2 parts + 20 inserts SMC: 9 parts + 20 inserts $700 Floorpan / Cross member $600 $500 Ste e l R TM SMC 5 % $200 Steel: 9 parts RTM: 2 Parts SMC: 1 Part $400 5 25 45 65 85 105 Annual Production Volume (x 1000) 125 145 $150 $100 Roof $50 5 25 45 65 85 105 125 145 Annual Production Volume (x 1000) Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 15 Hybrid Body Scenarios $2,200 $2,000 Steel $1,800 Hybrid 5% $1,600 Hybrid 30% RT M $1,400 SMC $1,200 $1,000 5 25 45 65 85 105 125 145 Annual Production Volume (x 1000) Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 16 Case Two: Investigating Early Stage Developments in Optoelectronic Components • Initial model development – Integrated DFB laser and electro-absorptive modulator on an InP platform (1550nm) • Assessment of Integration (Two Additional Cases) – Monolithically Integrated Laser-Modulator – Discrete Devices, Single Package – Discrete Packages Massachusetts Institute of Technology Department of Materials Science & Engineering From: E Fuchs, E Bruce, R Ram, & R Kirchain “Process Based Cost Modeling of Photonics Manufacture: The Cost-Competitiveness of Monolithic Integration of a 1550nm DFB Laser and An ElectroAbsorptive Modulator on an InP Platform” in press Journal of Lightwave Technology 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 17 The MIT/CTR Optoelectronics Fabrication Model • Mimics production from bare substrate through assembly, packaging, and final test • Provides full flexibility in building a process flow • Captures effect of process derived yields at testing Currently 46 Process Modules Available Growth/Deposition Surface Treatment Lithography Etch Process-based Cost Model Thermal Test Backend Assembly Backend Packaging Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 18 Process Modules Building Blocks in Product Flow Clean Alignment Incoming Inspec Laser MQW LP-MOVPE . n-InP Cladding (3x) Epi Overgrowth Test Bake Lidding, Lead check Wire Bond Clean Bench Attach PL Test SiO2 Wet Etch Bench Assembly Package Assembly PECVD SiNx PL Test Sleeve attach Wafer Cleaving Lithography LP-MOVPE Plasma Etch SiNx Fiber w. Grin Lens Attach Test (3x) Test Burn-In Modulator MQW Asher . Auto. Inspec. Laser on Carrier Chip Bond Vis. Inspec. RIBE Cure Test Temperature cycle Wirebond Test . Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 19 Cost Modeling Benefits to Roadmapping 1. Provides a generic platform to discuss the cost of process and product developments 2. Quantifies impact of future scale growth 3. Identifies key cost drivers 4. Quantifies necessary process performance hurdles Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 20 Quantifying Cost-Sensitivity to Scale Models Derive Cost from Projected Optimal Fab Line (Monolithically Integrated Device) $1,200 Unit Cost (USD) $1,000 $800 $600 $400 $200 Material 24% Other Fixed 26% $0 0 10,000 20,000 30,000 40,000 50,000 Equipment 35% Massachusetts Institute of Technology Department of Materials Science & Engineering Other Variable 15% 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 21 Cost Modeling Benefits to Roadmapping 1. Provides a generic platform to discuss the cost of process and product developments 2. Quantifies impact of future scale growth 3. Identifies cost drivers 4. Quantifies necessary process performance hurdles Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 22 Identifying Key Cost Drivers Models Provide Unequaled Resolution (Monolithically Integrated Laser-Modulator) $100 Other Fixed Equipment Other Var Materials Unit Cost (USD) $80 $60 $40 $20 rA tta h ch A ss Sp em in bl -O y n Re s Vi su ist a B en l Te st ch A tta ch W ire bo nd (APV 30,000) B en c Fi be B on d k hi p Ba c C st Te t-t o- y Fr on m bl ss e A A lig n m en t $0 Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 23 Identifying Opportunities for Improvement: Unit Cost Elasticity to Yield (Monolithically Integrated Device) • Yield is key issue for – Position in flow – Embedded yield • Cost elasticity to yield % Cost % Yield – Identifies process yield impact on aggregate cost Massachusetts Institute of Technology Department of Materials Science & Engineering 0.5 0.4 0.3 0.2 0.1 0 din Ali g gn me nt Bu rnCh In ip Bo nd Wi reb on d PE CV Me D tal Lif tof f La pp ing E-b ea m MO CV D most leverage? 0.6 Lid • What processes provide the 0.7 Cost Elasticity to Yield optoelectronics manufacturing cost 0.8 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 24 Case Two: Investigating Early Stage Developments in Optoelectronic Components • Initial model development is around a well-known case – Integrated DFB laser and electro-absorptive modulator on an InP platform (1550nm) • Assessment of Integration (Two Additional Cases) – Monolithically Integrated Laser-Modulator – Discrete Devices, Single Package – Discrete Packages Massachusetts Institute of Technology Department of Materials Science & Engineering From: E Fuchs, E Bruce, R Ram, & R Kirchain “Process Based Cost Modeling of Photonics Manufacture: The Cost-Competitiveness of Monolithic Integration of a 1550nm DFB Laser and An ElectroAbsorptive Modulator on an InP Platform” in press Journal of Lightwave Technology 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 27 Exploring the Cost-Impact of Integration: Models Allow Testing of Novel Technologies $2,500 Monolithically Integrated Unit Cost (USD) $2,000 Discrete Device, Single Package Discrete Package $1,500 $1,000 $500 $0 0 10,000 20,000 30,000 40,000 50,000 The most competitive alternative is the monolithically integrated laser-modulator. Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 28 Process-based Cost Modeling (PBCM) • Objective – Map From Process Description To Operation Cost • Purpose – Inform Decisions Concerning Technology Alternatives BEFORE Operations Are In Place Product Description Part Geometry Material Properties Economic Characteristics PBCM Production Cost Operating Conditions Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 29 Process-based Cost Modeling (PBCM) • PBCM forecasts manufacturing requirements costs – Processing requirements • Cycle times, equipment specifications – Resource requirements • Number of tools, equipment, and laborers Operating Conditions Massachusetts Institute of Technology Department of Materials Science & Engineering Financial Model Production Cost Operations Model Resource Requirements Process Model Processing Requirements Product Description • How do technology changes impact manufacturing cost? Factor Prices 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 30 Creating a PBCM: Overview • Models are created by decomposing problem from cost backwards – Determine what characteristics, I1, effect cost – Determine what characteristics, I2, effect I1 ... and so on until... – Determine how process description effects In Intermediate ... Process Description Characteristics In Intermediate Operation Characteristics Cost I1 Model works from inputs to costs <> Modeler works from costs to inputs Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 31 Creating a PBCM: Critical Steps • Define Question To Be Answered • Identify Relevant Cost Elements • Diagram Process Operations & Material Flows • Relate Cost To What Is Known • Understand Uncertain Characteristics Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 32 Step One: Define Question What is cost? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 33 Creating a PBCM: Step One • Define Question To Be Answered – Cost of What? • Carefully Understand Processing Boundaries – Cost to Whom? • Perspective Determines Pertinent Costs – Cost Varying How? • What Technical Changes Are Being Considered? – Cost Compared to What? • Relative to Other Options • Absolute Measure of Operation • More Than Any Physical Measure Cost Is Context Dependent – Cost estimation requires exhaustive definition of context Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 34 Examining Automobile Recycling: Applying Process-based Cost Modeling • Models account for: • Examined questions of: – Vehicle composition and configuration – Changing vehicle composition – Factor costs and transfer prices – Alternative recovery technologies – Recycling practice – Imposed recovery targets ASR Hulk Massachusetts Institute of Technology Department of Materials Science & Engineering Steel Scrap $ $ Red Metals $ Heavy Blend Aluminum Parts Large Castings Battery Catalytic Converter Loss ASR Nonferrous Separator Shredder Dismantler Old Car $ Zinc $ $ Processing Gain 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 35 Step Two: Identify Relevant Costs What costs should be considered? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 36 Creating a PBCM: Step Two • Identify Relevant Costs – Pertinent to Decision – Necessary for Completeness / Credibility Elements of Manufacturing Cost Material Tooling Energy Overhead Labor Building Equipment Transportation Marketing Packaging Advertising Insurance Massachusetts Institute of Technology Department of Materials Science & Engineering Relevant Elements of Cost Exclude Unimportan t Elements Material Tooling Energy Overhead Labor Building Equipment Transportation Marketing Packaging Advertising Insurance 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 37 Common Relevant Cost Elements • Variable – Materials (Raw Materials & Consumables) – Labor – Energy • Fixed – Equipment (including Maintenance) – Tooling – Building – Overhead • Begin With These, But Always Ask Whether Others Are Important – Tradeoff Amongst Time, Resources, and Available Knowledge Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 38 Creating A PBCM: Step Three • Diagram Process Flows – Draw In Materials Flowing Into AND Out Of – Catalog For Each Process Step • Equipment • Labor • Energy e.g., Sheet Metal Stamping Forming Between Two Matched Dies Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 39 Diagramming Flows Example: Stamping Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 40 Cost Modeling Challenge • How much equipment to buy? • What is the cost of producing your various products? … for your business… Massachusetts Institute of Technology Department of Materials Science & Engineering ? 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 41 Your Business Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 42 Modeling the Cost of Pizza Manufacture: Defining Scope • Cost to Whom?: War & Pizza – High volume (50K/y) pizza maker • Cost of What? – How much does a pizza cost to make ? • Cost Varying How? ? – … with design changes? – … with scale up to 100K/yr ? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 43 Diagramming Flows Example: W & P Catalog For Each Process Step -- Labor -- Energy -- Equipment -- Tools Pie Prep L: Chef E: Electricity Q: Roller T: Pans Trim / Delivery Rejects Massachusetts Institute of Technology Department of Materials Science & Engineering Baking L: Asst Chef E: Nat. Gas Q: Oven T: Pans Trim / Delivery Rejects 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 44 Data Collection & Model Development • For each resource in your diagram – How much does a unit cost? – How many units are required? • Begin data collection early!!! – Start with low risk sources • Probably smaller firms – End with high value sources Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 45 Step Four: Relate Costs to What is Known • Process Involves Four Steps 1) Begin At The Current Endpoint (initially, the costs) 2) Ask: How Can That Quantity Be Broken Down? -- Initially, How Many Do I Need x How Much Does Each Cost 3) Analyze Required Information (i.e. parameters) -- Are Those Parameters Acceptable Endpoints? -- Can I (the model) Derive Them From A Simpler Or More Relevant Set Of Information? 4) If No, Repeat 1 With New Endpoints • Watch Out For Interdependent Parameters – e.g. Part Mass & Part Dimensions Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 46 Step Four Example: Pepperoni Costs • Start at the end • Think in terms of annual quantities Pie Prep Trim / Delivery Rejects Massachusetts Institute of Technology Department of Materials Science & Engineering Baking Trim / Delivery Rejects 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 47 Two Important Quantities • Production Capacity = Qty. of "Good" Parts Capable of Being Produced – How much CAN a plant produce? • Production Volume = Quantity of "Good" Parts Produced – How much DOES a plant produce? Generally, Both Are Measured In Units Per Year (e.g., parts / year, kgs / year) Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 48 Slices per Pizza • General area covering is difficult to solve – Solutions for small number of circumscribed circles has been solved • Approximate: 78% Massachusetts Institute of Technology Department of Materials Science & Engineering 90% 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 49 Calculating Effective Production Volume: Work Backwards from Final Step Prepped Pizzas Produced / Year = effective PVPrepping = Good Preps + PVPrepping + Rejects Rejects Can model Rejects as % of total production effPVPrep = PVPrep + R x effPVPrep effPVPrep = PVPrep (1 - R) But what is PVPrep? Assume that PVPrep = Total Pizzas Baked / Year (i.e., effPVBaking) effPVi = effPVi+1 (1 - R) For last step, substitute PV for effPVi+1 Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 50 Next Question … What is the cost of equipment? How much equipment to buy? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 51 A Little Intro http://www.remcousa.com/flash.html Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 52 A Little Intro http://www.remcousa.com/flash.html Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 53 Key Structuring Constraint -- Time • Hours of daily operation an operational constant • To get more than a day’s production, you need more resources • Inverting that calculus can be used to scale/size an operation • Defines capital requirements Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 54 Determining Equipment Requirements: Compare Time Needed With Time Available • Minimum equipment requirement: Annual Required Production Time Annual Available Operating Time Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 56 Cycle Time as Basis, but Other Issues are Critical • Total processing time • Other times – Processing – Downtime Due To Scheduled Breaks – Load/Unload Time – Unscheduled Downtime – Time spent making bad/unsold pizza Line Utilization for a 24 hour day Uptime Analyzed Part Mfg. Time Other Parts Mfg. Time Downtime Idle Available Massachusetts Institute of Technology Department of Materials Science & Engineering Unplanned Breakdowns Paid Unpaid Breaks Breaks On Shift Maint. No Shifts Unavailable 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 57 Considering Process Time for W&P • Assumptions: – Initial temp: 20˚C – : 7.5E-9 – Thickness: 10 mm • How long will it take to cook? • What’s the centerline temperature reach target? … 80 ˚C Massachusetts Institute of Technology Department of Materials Science & Engineering Centerline Temp (C) – Oven temp: 225˚C 120 100 80 60 40 20 0 0 100 200 300 400 500 600 Time 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 58 Considering Process Time for W&P Breadmaking: Temperatures crust Maillard Reaction [30-100C] starch gelatinization [70-92C] protein denaturization [70-80C] volatilization of alcohol [78-79C] death of yeast cell [60C] rapid expansion & production of CO2 and alcohols [37-60C] 20 30 40 50 60 70 80 90 Temperature [C] Ref: Oregon State; Nutrition & Food Management (NFM236) http://oregonstate.edu/instruct/nfm236/bread/index.cfm Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 59 100 Heat Transfer, Non-Steady State • Let’s rely on some experts – Tufts’ Gourmet Engineering class, EN43 – Transient Conduction chapter: http://www.tufts.edu/as/tampl/lecture_notes/ch4.html – Assume constant surface temperature: T(x,t) - Tsurface Ti - Tsurface = x erf 2t { } A relation between time, temperature and position Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 60 Centerline Temp (C) Time, Temperature and Thickness 200 180 160 140 120 100 80 60 40 20 0 2mm 4mm 6mm 8mm 10mm 0 600 1200 1800 Time (seconds) Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 61 Distribution of Capital Costs Over Time • Simplicity Is Best At Outset – Complex capital accounting relies on extra knowledge, usually case specific • Simple amortization -- opportunity cost of capital – Distributed over goods sold, not made Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 62 Dedicated Capital Or Not? • Dedicated: Can only be used to make a single good • Non-dedicated: Can be used to make other goods – Note: Just because it can be used doesn’t necessarily mean it will be used! Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 63 Relating a Uniform Series of Payments to P or F • Uniform series of payments – often called an Annuity P • By convention: – P at time 0 ? F ? A A A A A – A at end of period – F at end of period … 0 Therefore: n-1 n – 1st A, 1 period after P – Last A, coincident with F Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 64 Formulas for N Periods Finite Series of Equal Payments a) Future Value (F) N A(1 r )i i A A A 0 [(1+r) N ] = Pr [(1 + r) N -1] P A A … [(1 r )N - 1] A r b) Payment (A) n-1 n = P (crf) crf = Capital Recovery Factor Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 65 Consequences of Capital Utilization Capital Cost/Unit $5.00 $4.00 100 200 300 400 500 $3.00 $2.00 $1.00 $0.00 0 100 200 300 400 500 Production (1000/yr) Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 66 Engineering Estimation Needed • What’s the target temperature? – Near alcohol volatilization? • Limited by protein denaturization • How long does it take to get to that temp? Massachusetts Institute of Technology Department of Materials Science & Engineering 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 67 Recap • Modeling as successive decomposition of problem of cost – Refine estimates – Reduce number of independent cost elements – Seek to construct framework Process Description Massachusetts Institute of Technology Department of Materials Science & Engineering Intermediate ... Characteristics In Intermediate Operation Characteristics Cost I1 3.080 Econ & Enviro Issues In Materials Selection Randolph Kirchain Engineering Economic Analysis: Slide 68